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2014 International SWAT Conference Porto de Galinhas - PE Impacts of using different soil databases on streamflow simulation in the Pipiripau river basin Authors: Leandro de Almeida Salles Henrique Marinho Leite Chaves Jorge Enoch Furquim Werneck Lima Sara Ferrigo Heloisa do Espirito Santo Carvalho 2014 International SWAT Conference Porto de Galinhas - PE INTRODUCTION •Tropical soils have peculiar hydrological caracteristics For example: Oxisols high ammounts of clay high permeability 2014 International SWAT Conference Porto de Galinhas - PE INTRODUCTION •Reduce inputs uncertainties improving the models physical basis This is important for: Cenarious studies Climate change studies Studies on unggaged basins 2014 International SWAT Conference Porto de Galinhas - PE INTRODUCTION •The purpose of this study was to analyze the influence of the soil database on streamflow simulation using SWAT model in a predominantly agricultural river basin. 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Pipiripau river basin •An experimental rural catchment of the Brazilian savanna (Cerrado biome) •90% in the northeast of the Federal District •It’s upper part is in the State of Goias •235km² drainage area •The climate is typical for the Brazilian Central Plateau region rainy season from October to April dry weather from May to September 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA But first.... 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA But first.... BRASILIA!! 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA But first.... BRASILIA!! Brazil’s Capital 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA But first.... BRASILIA!! Brazil’s Capital 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Brasilia 3 Power Square Alvorada’s Palace 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Brasilia 3 Power Square The supreme court 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Brasilia 3 Power Square National congress 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Now ,back to... Pipiripau’s river basin 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Concerning to the main watersheds 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Concerning to the main watersheds 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Concerning to the main watersheds Pipiripau’s river basin is in the Parana’s watersheds 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Digital elevation model 5m hight distance contour lines 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Soil map 0.45 5.75 7.54 Oxisols (Red latosols) 11.73 Oxisols (Red and yellow latosols) Cambisols Quartzarenic Neosols 59.35 15.18 Gleisols Plinthosols 2014 International SWAT Conference Porto de Galinhas - PE STUDY AREA Land use (2010) 1.50 1.20 0.60 0.50 0.30 0.10 Large-scale cropping 1.60 Pasture 3.50 Cerrado (savanna) 4.20 Semi-natural vegetation (capoeira) 4.50 Irrigated agriculture 43.20 6.60 Riparian vegetation Native pasture Low density residential area Unpaved roads 10.70 Urban area Silviculture Bare soil 21.50 Paved roads Water 2014 International SWAT Conference Porto de Galinhas - PE MODEL SETUP AND EVALUATION •2 soil database were tested in order to analyze the influence of the soil database on streamflow simulation with SWAT model in Pipiripau’s river basin SDB1: Lima et al. (2013) SDB2: Baldissera (2005) 2014 International SWAT Conference Porto de Galinhas - PE MODEL SETUP AND EVALUATION •The evaluation was performed using a 10 years record of streamflow historical data (1989-1998) •Monthly and daily basis •The analysis was made without calibration using only SWATs first simulation. 2014 International SWAT Conference Porto de Galinhas - PE MODEL SETUP AND EVALUATION •Accuracy quantification and the criteria used for evaluation of SWAT’s streamflow simulation were made by ASCE (1993) and Moriasi et al. (2007) methods. • Visual analysis and statistical evaluation Hydroghps Percent bias (PBIAS) Nash and Sutcliffe Efficiency (NSE) Adapted Nash and Sutcliffe Efficiency (ANSE) 2014 International SWAT Conference Porto de Galinhas - PE MODEL SETUP AND EVALUATION •General performance ratings for recommended statistics Performance rating NSE ANSE PBIAS (%) Very good 0,75<NSE≤ 1,00 0,75<ANSE≤ 1,00 PBIAS< ± 10 Good 0,65 <NSE≤ 0,75 0,65< ANSE ≤0,75 ±1 ≤ PBIAS≤ ±15 Satisfactory 0,50<NSE≤ 0,60 0,50< ANSE ≤ 0,60 ±15≤ PBIAS ≤±25 Unsatisfactory NSE≤ 0,50 ANSE ≤ 0,50 PBIAS ≥ ±25 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION •Visual comparison between observed streamflow data and monthly streamflow simulation, using SDB1 and SDB2 25 Streamflow (m³.s-1) SDB1 20 SDB2 15 Qobs 10 5 0 9/1/1989 3/1/1991 9/1/1992 3/1/1994 Month 9/1/1995 3/1/1997 9/1/1998 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION •Visual comparison between observed streamflow data and daily streamflow simulation, using SDB1 and SDB2 Sample of the results 140 Streamflow (m³.s-1) 120 100 80 SDB1 60 SDB2 Qobs 40 20 0 8/1/1989 12/1/1989 4/1/1990 8/1/1990 Day 12/1/1990 4/1/1991 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Average monthly basin values 35 Surface runoff (mm) 30 25 20 15 10 5 0 SDB1 SBD2 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Average monthly basin values 40 35 Lateral Flow (mm) 30 25 20 15 10 5 0 SDB1 SBD2 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Average monthly basin values 120 Evapotranspiration (mm) 100 80 60 40 20 0 SDB1 SBD2 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Average monthly basin values 160 140 Water Yield (mm) 120 100 80 60 40 20 0 SDB1 SBD2 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin Lima (2000); Reference Silva & Oliveira (1999) Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999 River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO) Area (km²) 10.00 10.00 104.86 235.00 235.00 Period mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % Precipitation Surface Runoff 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46 Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38 Total Flow Evapotrans piration 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02 Variable 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin Lima (2000); Reference Silva & Oliveira (1999) Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999 River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO) Area (km²) 10.00 10.00 104.86 235.00 235.00 Period mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % Precipitation Surface Runoff 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46 Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38 Total Flow Evapotrans piration 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02 Variable 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin Lima (2000); Reference Silva & Oliveira (1999) Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999 River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO) Area (km²) 10.00 10.00 104.86 235.00 235.00 Period mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % Precipitation Surface Runoff 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46 Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38 Total Flow Evapotrans piration 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02 Variable 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Annual water budget results for SB1 and SB2 and for the Capetinga (DF) and for the Alto Jardim (DF) river basin Lima (2000); Reference Silva & Oliveira (1999) Lima et al. (2001) Lima (2010) This Study: SDB1 This Study: SDB2 1996/1997 1998/1999 2007/2008 1989/1999 1989/1999 River basin Capetinga (DF) Capetinga (DF) Alto Jardim (DF) Pipiripau (DF/GO) Pipiripau (DF/GO) Area (km²) 10.00 10.00 104.86 235.00 235.00 Period mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % mm*year-1 % Precipitation Surface Runoff 1744 100.0 1058.73 100.0 1100 100.0 1373.1 100.0 1373.1 100.0 52.5 3.01 15.08 1.42 32.33 2.94 157.59 11.48 157.4 11.46 Base Flow 444 25.46 284.39 26.86 289.89 26.35 348.64 25.39 581.93 42.38 Total Flow Evapotrans piration 496.5 28.47 299.47 28.29 322.22 29.29 506.23 36.87 739.33 53.84 1247.5 71.53 831.03 78.49 777.78 70.71 817.6 59.54 563.3 41.02 Variable 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2. Evaluation critiria Daily results Monthly results SDB1 SDB2 SDB1 SDB2 PBIAS -23.15 -84.72 -24.53 -86.49 NSE -11.88 -9.94 -1.78 -6.51 ANSE -11.80 -9.88 -2.98 -9.74 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2. Evaluation critiria Daily results Monthly results SDB1 SDB2 SDB1 SDB2 PBIAS -23.15 -84.72 -24.53 -86.49 NSE -11.88 -9.94 -1.78 -6.51 ANSE -11.80 -9.88 -2.98 -9.74 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2. Evaluation critiria Daily results Monthly results SDB1 SDB2 SDB1 SDB2 PBIAS -23.15 -84.72 -24.53 -86.49 NSE -11.88 -9.94 -1.78 -6.51 ANSE -11.80 -9.88 -2.98 -9.74 2014 International SWAT Conference Porto de Galinhas - PE RESULTS AND DISCUSSION Evaluation criteria results for daily and monthly simulation with SDB1 and SDB2. Evaluation critiria Daily results Monthly results SDB1 SDB2 SDB1 SDB2 PBIAS -23.15 -84.72 -24.53 -86.49 NSE -11.88 -9.94 -1.78 -6.51 ANSE -11.80 -9.88 -2.98 -9.74 2014 International SWAT Conference Porto de Galinhas - PE CONCLUSION The study indicates the importance of developing soil databases for specific regions throughout Brazil and furthermore research on other parameters in order to improve physical basis on SWATs simulation. 2014 International SWAT Conference Porto de Galinhas - PE CONCLUSION Continue improving SWAT model Physical basis for the Cerrado region: Parameters and conceptual model Cenarious Land use/Climate Change 2014 International SWAT Conference Porto de Galinhas - PE ACKNOWLEDGMENTS Brasilia’s Environmental Agency (IBRAM/DF) University of Brasilia (UnB) CNPq – SWAT Cerrado Project (EMBRAPA) Thank you!!